IDEAS home Printed from https://ideas.repec.org/a/eee/trapol/v179y2026ics0967070x26000119.html

Incorporating built environment features in Air Passenger Demand forecasting: A spatial econometric approach for enhancing transport policy and planning

Author

Listed:
  • Prabhakaran, SP Sathiya
  • Venkadavarahan, Marimuthu
  • Raghavendran, Ganesh
  • Gunasekaran, Karuppan

Abstract

This study explores the determinants of Air Passenger Demand (APD) in India, with a special focus on the role of built environment features alongside geoeconomic and service-related variables. For spatially distributed data of APD, the study attempts to incorporate the spatial interaction effects in the APD model development using spatial econometric techniques with the Bayesian Markov Chain Monte Carlo approach. First, the spatial patterns and intensities of APD are visualized using a desire line diagram, and the cities are classified as low, medium and high to understand the rationale behind APD. Then, Moran's I statistics is used to confirm the presence of spatial autocorrelation of determinants with clustering patterns, and significant variables are used as spatial indicators in the development of the APD model. Also, Local Indicator of Spatial Autocorrelation (LISA) analysis is utilised to understand the dynamic localised spatial information. APD models are developed, and how individual, interaction and combined effects influence APD are explained. The Spatial Durbin Model (SDM) outperformed with a 0.622 posterior model probability for combined interaction effects (geoeconomic, service-related and built environment). The model's significant spatial autoregressive coefficient (α = 0.358) confirms strong spatial interdependence, and the study uses impact decomposition to separate the determinants' direct (own-city) and indirect (spillover) effects. Strategic policies based on this decomposition are proposed to capitalize on these study insights and drive sustainable APD growth in the aviation sector.

Suggested Citation

  • Prabhakaran, SP Sathiya & Venkadavarahan, Marimuthu & Raghavendran, Ganesh & Gunasekaran, Karuppan, 2026. "Incorporating built environment features in Air Passenger Demand forecasting: A spatial econometric approach for enhancing transport policy and planning," Transport Policy, Elsevier, vol. 179(C).
  • Handle: RePEc:eee:trapol:v:179:y:2026:i:c:s0967070x26000119
    DOI: 10.1016/j.tranpol.2026.104001
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0967070X26000119
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.tranpol.2026.104001?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Guastella, Gianni & Pareglio, Stefano & Sckokai, Paolo, "undated". "A Spatial Econometric Analysis of Land Use Efficiency in Large and Small Municipalities," SAS: Society and Sustainability 253216, Fondazione Eni Enrico Mattei (FEEM).
    2. Gao, Kun & Yang, Ying & Gil, Jorge & Qu, Xiaobo, 2023. "Data-driven interpretation on interactive and nonlinear effects of the correlated built environment on shared mobility," Journal of Transport Geography, Elsevier, vol. 110(C).
    3. Quito, Byron & del Río-Rama, María de la Cruz & Álvarez- García, José & Bekun, Festus Victor, 2023. "Spatiotemporal influencing factors of energy efficiency in 43 european countries: A spatial econometric analysis," Renewable and Sustainable Energy Reviews, Elsevier, vol. 182(C).
    4. Kağan Albayrak, Muhammed Bilge & Özcan, İsmail Çağrı & Can, Raif & Dobruszkes, Frédéric, 2020. "The determinants of air passenger traffic at Turkish airports," Journal of Air Transport Management, Elsevier, vol. 86(C).
    5. Frédéric Dobruszkes & Moritz Lennert & Gilles Van Hamme, 2011. "An analysis of the determinants of air traffic volume for European metropolitan areas," ULB Institutional Repository 2013/95858, ULB -- Universite Libre de Bruxelles.
    6. Reid Ewing & Robert Cervero, 2010. "Travel and the Built Environment," Journal of the American Planning Association, Taylor & Francis Journals, vol. 76(3), pages 265-294.
    7. Wang, Jiaoe & Xiao, Fan & Dobruszkes, Frédéric & Wang, Wei, 2023. "Seasonality of flights in China: Spatial heterogeneity and its determinants," Journal of Air Transport Management, Elsevier, vol. 108(C).
    8. Chi, Junwook, 2014. "A cointegration analysis of bilateral air travel flows: The case of international travel to and from the United States," Journal of Air Transport Management, Elsevier, vol. 39(C), pages 41-47.
    9. Fageda, Xavier & Suárez-Alemán, Ancor & Serebrisky, Tomás & Fioravanti, Reinaldo, 2018. "Air connectivity in remote regions: A comprehensive review of existing transport policies worldwide," Journal of Air Transport Management, Elsevier, vol. 66(C), pages 65-75.
    10. Zhengwei Xia & Weiyao Feng & Hongshi Cao & Ye Zhang, 2024. "Understanding the Influence of Built Environment Indicators on Transit-Oriented Development Performance According to the Literature from 2000 to 2023," Sustainability, MDPI, vol. 16(21), pages 1-23, October.
    11. Cheung, Tommy King-Yin & Wong, Wai-hung & Zhang, Anming & Wu, Yangming, 2020. "Spatial panel model for examining airport relationships within multi-airport regions," Transportation Research Part A: Policy and Practice, Elsevier, vol. 133(C), pages 148-163.
    12. Elwakil, Omar Sherif & Windle, Robert J. & Dresner, Martin E., 2013. "Transborder demand leakage and the US–Canadian air passenger market," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 57(C), pages 45-57.
    13. Hsiao, Chieh-Yu & Hansen, Mark, 2011. "A passenger demand model for air transportation in a hub-and-spoke network," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 47(6), pages 1112-1125.
    14. Paula Margaretic & Christine Thomas-Agnan & Romain Doucet, 2017. "Spatial dependence in (origin-destination) air passenger flows," Papers in Regional Science, Wiley Blackwell, vol. 96(2), pages 357-380, June.
    15. Hakim, Md Mahbubul & Merkert, Rico, 2019. "Econometric evidence on the determinants of air transport in South Asian countries," Transport Policy, Elsevier, vol. 83(C), pages 120-126.
    16. Baker, Douglas & Merkert, Rico & Kamruzzaman, Md., 2015. "Regional aviation and economic growth: cointegration and causality analysis in Australia," Journal of Transport Geography, Elsevier, vol. 43(C), pages 140-150.
    17. Md. Kamruzzaman & Simon Washington & Douglas Baker & Wendy Brown & Billie Giles-Corti & Gavin Turrell, 2016. "Built environment impacts on walking for transport in Brisbane, Australia," Transportation, Springer, vol. 43(1), pages 53-77, January.
    18. Njoya, Eric Tchouamou & Nikitas, Alexandros, 2020. "The role of air transport in employment creation and inclusive growth in the Global South: The case of South Africa," Journal of Transport Geography, Elsevier, vol. 85(C).
    19. Md. Kamruzzaman & Simon Washington & Douglas Baker & Wendy Brown & Billie Giles-Corti & Gavin Turrell, 2016. "Built environment impacts on walking for transport in Brisbane, Australia," Transportation, Springer, vol. 43(1), pages 53-77, January.
    20. Zhang, Yahua & Wang, Kun & Fu, Xiaowen, 2017. "Air transport services in regional Australia: Demand pattern, frequency choice and airport entry," Transportation Research Part A: Policy and Practice, Elsevier, vol. 103(C), pages 472-489.
    21. Valdes, Victor, 2015. "Determinants of air travel demand in Middle Income Countries," Journal of Air Transport Management, Elsevier, vol. 42(C), pages 75-84.
    22. Boonekamp, Thijs & Zuidberg, Joost & Burghouwt, Guillaume, 2018. "Determinants of air travel demand: The role of low-cost carriers, ethnic links and aviation-dependent employment," Transportation Research Part A: Policy and Practice, Elsevier, vol. 112(C), pages 18-28.
    23. Profillidis, V. & Botzoris, G., 2015. "Air passenger transport and economic activity," Journal of Air Transport Management, Elsevier, vol. 49(C), pages 23-27.
    24. Scotti, Davide & Dresner, Martin, 2015. "The impact of baggage fees on passenger demand on US air routes," Transport Policy, Elsevier, vol. 43(C), pages 4-10.
    25. Van De Vijver, Elien & Derudder, Ben & Witlox, Frank, 2014. "Exploring causality in trade and air passenger travel relationships: the case of Asia-Pacific, 1980–2010," Journal of Transport Geography, Elsevier, vol. 34(C), pages 142-150.
    26. Iyer, K. Chandrashekhar & Thomas, Nivea, 2021. "An econometric analysis of domestic air traffic demand in regional airports: Evidence from India," Journal of Air Transport Management, Elsevier, vol. 93(C).
    27. Hofer, Christian & Kali, Raja & Mendez, Fabio, 2018. "Socio-economic mobility and air passenger demand in the U.S," Transportation Research Part A: Policy and Practice, Elsevier, vol. 112(C), pages 85-94.
    28. Shujie Yao & Xiuyun Yang, 2012. "Air transport and regional economic growth in China," Asia-Pacific Journal of Accounting & Economics, Taylor & Francis Journals, vol. 19(3), pages 318-329.
    29. Chen, Xin & Xuan, Chao & Qiu, Rui, 2021. "Understanding spatial spillover effects of airports on economic development: New evidence from China’s hub airports," Transportation Research Part A: Policy and Practice, Elsevier, vol. 143(C), pages 48-60.
    30. Das, Amit Kumar & Bardhan, Amit Kumar & Fageda, Xavier, 2020. "New regional aviation policy in India: Early indicators and lessons learnt," Journal of Air Transport Management, Elsevier, vol. 88(C).
    31. Wang, Kun & Zhang, Anming & Zhang, Yahua, 2018. "Key determinants of airline pricing and air travel demand in China and India: Policy, ownership, and LCC competition," Transport Policy, Elsevier, vol. 63(C), pages 80-89.
    32. Tolcha, Tassew Dufera & Bråthen, Svein & Holmgren, Johan, 2020. "Air transport demand and economic development in sub-Saharan Africa: Direction of causality," Journal of Transport Geography, Elsevier, vol. 86(C).
    33. Rahul, T.M. & Verma, Ashish, 2017. "The influence of stratification by motor-vehicle ownership on the impact of built environment factors in Indian cities," Journal of Transport Geography, Elsevier, vol. 58(C), pages 40-51.
    34. Jiaoe Wang & Fan Xiao & Frédéric Dobruszkes & Wei Wang, 2023. "Seasonality of flights in China: Spatial heterogeneity and its determinants," ULB Institutional Repository 2013/355192, ULB -- Universite Libre de Bruxelles.
    35. Koo, Tay T.R. & Lim, Christine & Dobruszkes, Frédéric, 2017. "Causality in direct air services and tourism demand," Annals of Tourism Research, Elsevier, vol. 67(C), pages 67-77.
    36. Delprato, Marcos & Chudgar, Amita & Frola, Alessia, 2024. "Spatial education inequality for attainment indicators in sub-saharan Africa and spillovers effects," World Development, Elsevier, vol. 176(C).
    37. Sowjanya Dhulipala & Gopal R. Patil, 2023. "Regional freight generation and spatial interactions in developing regions using secondary data," Transportation, Springer, vol. 50(3), pages 773-810, June.
    38. Bansal, Sunny & Sen, Joy, 2022. "Network assessment of Tier-II Indian cities’ airports in terms of type, accessibility, and connectivity," Transport Policy, Elsevier, vol. 124(C), pages 221-232.
    39. Dobruszkes, Frédéric & Lennert, Moritz & Van Hamme, Gilles, 2011. "An analysis of the determinants of air traffic volume for European metropolitan areas," Journal of Transport Geography, Elsevier, vol. 19(4), pages 755-762.
    40. Tay-Ryang Koo & Christine Lim & Frédéric Dobruszkes, 2017. "Causality in direct air services and tourism demand," ULB Institutional Repository 2013/259047, ULB -- Universite Libre de Bruxelles.
    41. Svein Bråthen & Karoline L. Hoff, 2020. "Economic Impact Assessment of Regulatory Changes: A Case Study of a Proposed New ICAO Standard for Contaminated Runways," Sustainability, MDPI, vol. 12(15), pages 1-27, July.
    42. Wang, Sen & Gao, Yi, 2021. "A literature review and citation analyses of air travel demand studies published between 2010 and 2020," Journal of Air Transport Management, Elsevier, vol. 97(C).
    43. Hao, Yu & Liu, Yiming & Weng, Jia-Hsi & Gao, Yixuan, 2016. "Does the Environmental Kuznets Curve for coal consumption in China exist? New evidence from spatial econometric analysis," Energy, Elsevier, vol. 114(C), pages 1214-1223.
    44. Li, Xiaowei & Tang, Junqing & Hu, Xiaojiao & Wang, Wei, 2020. "Assessing intercity multimodal choice behavior in a Touristy City: A factor analysis," Journal of Transport Geography, Elsevier, vol. 86(C).
    45. Gelhausen, Marc C. & Berster, Peter & Wilken, Dieter, 2018. "A new direct demand model of long-term forecasting air passengers and air transport movements at German airports," Journal of Air Transport Management, Elsevier, vol. 71(C), pages 140-152.
    46. Wang, Jiangbo & Yamamoto, Toshiyuki & Liu, Kai, 2021. "Spatial dependence and spillover effects in customized bus demand: Empirical evidence using spatial dynamic panel models," Transport Policy, Elsevier, vol. 105(C), pages 166-180.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Wang, Sen & Gao, Yi, 2021. "A literature review and citation analyses of air travel demand studies published between 2010 and 2020," Journal of Air Transport Management, Elsevier, vol. 97(C).
    2. Frédéric Dobruszkes & Christian Vandermotten, 2022. "Do scale and the type of markets matter? Revisiting the determinants of passenger air services worldwide," ULB Institutional Repository 2013/336304, ULB -- Universite Libre de Bruxelles.
    3. Dobruszkes, Frédéric & Vandermotten, Christian, 2022. "Do scale and the type of markets matter? Revisiting the determinants of passenger air services worldwide," Journal of Air Transport Management, Elsevier, vol. 99(C).
    4. Iyer, K. Chandrashekhar & Thomas, Nivea, 2021. "An econometric analysis of domestic air traffic demand in regional airports: Evidence from India," Journal of Air Transport Management, Elsevier, vol. 93(C).
    5. Rahman, Farzana & Rahman, Md. Mahmudur, 2023. "Analyzing service quality of domestic airlines in an emerging country- Bangladesh by structural equation models," Journal of Air Transport Management, Elsevier, vol. 107(C).
    6. Xuanyu Yue & Julie Byrne, 2021. "Linking the Determinants of Air Passenger Flows and Aviation Related Carbon Emissions: A European Study," Sustainability, MDPI, vol. 13(14), pages 1-16, July.
    7. Hanson, Daniel & Toru Delibasi, Tuba & Gatti, Matteo & Cohen, Shamai, 2022. "How do changes in economic activity affect air passenger traffic? The use of state-dependent income elasticities to improve aviation forecasts," Journal of Air Transport Management, Elsevier, vol. 98(C).
    8. Zhang, Lu & Gong, Jiaying, 2024. "Decoding air passenger flows: Identifying the role of network autocorrelation in air travel," Journal of Air Transport Management, Elsevier, vol. 120(C).
    9. Tolcha, Tassew Dufera & Njoya, Eric Tchouamou & Christidis, Panayotis, 2026. "Exploring the determinants of domestic air travel across Africa," Journal of Air Transport Management, Elsevier, vol. 131(C).
    10. Chen, Jieh-Haur & Wei, Hsi-Hsien & Chen, Chih-Lin & Wei, Hsin-Yi & Chen, Yi-Ping & Ye, Zhongnan, 2020. "A practical approach to determining critical macroeconomic factors in air-traffic volume based on K-means clustering and decision-tree classification," Journal of Air Transport Management, Elsevier, vol. 82(C).
    11. Kağan Albayrak, Muhammed Bilge & Özcan, İsmail Çağrı & Can, Raif & Dobruszkes, Frédéric, 2020. "The determinants of air passenger traffic at Turkish airports," Journal of Air Transport Management, Elsevier, vol. 86(C).
    12. Akinyemi, Yingigba Chioma, 2023. "Air cargo demand in Africa: Application of cointegration and error correction modelling techniques," Journal of Air Transport Management, Elsevier, vol. 109(C).
    13. Wang, Yanzai & Hao, Chengzhi & Liu, Dawei, 2019. "The spatial and temporal dimensions of the interdependence between the airline industry and the Chinese economy," Journal of Transport Geography, Elsevier, vol. 74(C), pages 201-210.
    14. Tsui, Wai Hong Kan & Fu, Xiaowen & Yin, Chuanzhong & Zhang, Huaxin, 2021. "Hong Kong's aviation and tourism growth - An empirical investigation," Journal of Air Transport Management, Elsevier, vol. 93(C).
    15. Thomas, Nivea & Jha, Kumar Neeraj, 2024. "Econometric evidence on the profits and revenues of Indian regional airports," Journal of Air Transport Management, Elsevier, vol. 115(C).
    16. Zhao, Bing & Wu, Hao & Wang, Nuo, 2022. "Changing characteristics of the industrial correlation and economic contribution of air transport in China: An input–output analysis," Journal of Air Transport Management, Elsevier, vol. 104(C).
    17. Lenaerts, Bert & Allroggen, Florian & Malina, Robert, 2021. "The economic impact of aviation: A review on the role of market access," Journal of Air Transport Management, Elsevier, vol. 91(C).
    18. Hakim, Md Mahbubul & Merkert, Rico, 2019. "Econometric evidence on the determinants of air transport in South Asian countries," Transport Policy, Elsevier, vol. 83(C), pages 120-126.
    19. Tirtha, Sudipta Dey & Bhowmik, Tanmoy & Eluru, Naveen, 2023. "Understanding the factors affecting airport level demand (arrivals and departures) using a novel modeling approach," Journal of Air Transport Management, Elsevier, vol. 106(C).
    20. Jungho Baek & Soojoong Nam, 2025. "Oil Shocks and Air Travel Demand: Insights From Korea and Japan," Australian Economic Papers, Wiley Blackwell, vol. 64(4), pages 457-472, December.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:trapol:v:179:y:2026:i:c:s0967070x26000119. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/wps/find/journaldescription.cws_home/30473/description#description .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.